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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:Ggml org Llama cpp LoRA Adapter Acquisition
- Principle:Apache Flink Split Based Record Reading
- Principle:Microsoft Agent framework Magentic Orchestration Pattern
- Principle:Apache Flink Partition Management
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
- Principle:Evidentlyai Evidently LLM Judge Evaluation
- Principle:Danijar Dreamerv3 Environment Construction
- Principle:Huggingface Datatrove Sentence Deduplication
- Principle:Hpcaitech ColossalAI Retrieval Augmented QA
Implementations
- Implementation:Kserve Kserve Graph Pipeline Validation
- Implementation:Tensorflow Serving Resource Tracker Test
- Implementation:Google deepmind Dm control Soccer Observables
- Implementation:ArroyoSystems Arroyo Sliding Window
- Implementation:Microsoft Playwright ColorUtils
- Implementation:Langchain ai Langchain BaseChatOpenAI Bind Tools
- Implementation:Explodinggradients Ragas PromptUtils Module
- Implementation:Mlc ai Mlc llm Lift Global Buffer Alloc
- Implementation:Evidentlyai Evidently Legacy Data Quality Preset
- Implementation:Bentoml BentoML Bentoml Api Decorator
Heuristics
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
Environments
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:CarperAI Trlx Python Accelerate